According to an embodiment of the present invention, a deep-learning based morpheme analysis device includes: a morpheme candidate column generation module for generating a plurality of morpheme candidate columns from an input word phrase; a morpheme analysis module for recognizing each of a plurality of sequential morpheme candidates included in the morpheme candidate columns by using a morpheme dictionary; a junction probability calculation unit for calculating junction probability of the recognized sequential morpheme candidates by using a deep neural network (DNN); and a morpheme column determination module for calculating each generation probability of the morpheme candidate columns on the basis of the calculated junction probability to determine a morpheme candidate column having the highest generation probability after the calculation as a morpheme column with respect to the input word phrase.;COPYRIGHT KIPO 2017
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